MySQL凭借着出色的性能、低廉的成本、丰富的资源,已经成为绝大多数互联网公司的首选关系型数据库。虽然性能出色,但所谓“好马配好鞍”,如何能够更好的使用它,已经成为开发工程师的必修课,我们经常会从职位描述上看到诸如“精通MySQL”、“SQL语句优化”、“了解数据库原理”等要求。我们知道一般的应用系统,读写比例在10:1左右,而且插入操作和一般的更新操作很少出现性能问题,遇到最多的,也是最容易出问题的,还是一些复杂的查询操作,所以查询语句的优化显然是重中之重。
问题:cpu负载过高,达到36。
现象:通过mysqladmin -uroot -p processlist 查看到大量如下信息:
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Sending data select * from `rep_corp_vehicle_online_count` where corp_id = 48 and vehicle_id = 10017543 |
根据以上的可能是表rep_corp_vehicle_online_count的问题 做出如下测试:
查看表结构:
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mysql> desc rep_corp_vehicle_online_count; + -------------+-------------+------+-----+---------+----------------+ | Field | Type | Null | Key | Default | Extra | + -------------+-------------+------+-----+---------+----------------+ | id | int (11) | NO | PRI | NULL | auto_increment | | corp_id | int (11) | NO | | NULL | | | vehicle_id | int (11) | NO | | NULL | | | online_day | varchar (20) | NO | | NULL | | | loc_total | int (11) | NO | | NULL | | | create_time | datetime | NO | | NULL | | | update_time | datetime | NO | | NULL | | + -------------+-------------+------+-----+---------+----------------+ 7 rows in set (0.00 sec) |
查看索引,只有主键索引:
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mysql> show index from rep_corp_vehicle_online_count; + -------------------------------+------------+----------+--------------+-------------+-----------+-------------+----------+--------+------+------------+---------+---------------+ | Table | Non_unique | Key_name | Seq_in_index | Column_name | Collation | Cardinality | Sub_part | Packed | Null | Index_type | Comment | Index_comment | + -------------------------------+------------+----------+--------------+-------------+-----------+-------------+----------+--------+------+------------+---------+---------------+ | rep_corp_vehicle_online_count | 0 | PRIMARY | 1 | id | A | 1247259 | NULL | NULL | | BTREE | | | + -------------------------------+------------+----------+--------------+-------------+-----------+-------------+----------+--------+------+------------+---------+---------------+ 1 row in set (0.00 sec) |
代码执行情况:
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mysql>explain select * from rep_corp_vehicle_online_count where corp_id = 79 and vehicle_id = 10016911 and online_day = '2016-03-29' \G *************************** 1. row *************************** id: 1 select_type: SIMPLE table : rep_corp_vehicle_online_count type: ALL possible_keys: NULL key : NULL key_len: NULL ref: NULL rows : 1248495 Extra: Using where 1 row in set (0.00 sec) |
表数据分析情况,重复数据很多:
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mysql> select count ( distinct corp_id) from rep_corp_vehicle_online_count; + -------------------------+ | count ( distinct corp_id) | + -------------------------+ | 18 | + -------------------------+ 1 row in set (0.63 sec) mysql> select count (corp_id) from rep_corp_vehicle_online_count; + ----------------+ | count (corp_id) | + ----------------+ | 1239573 | + ----------------+ 1 row in set (0.00 sec) mysql> select count ( distinct vehicle_id) from rep_corp_vehicle_online_count; + ----------------------------+ | count ( distinct vehicle_id) | + ----------------------------+ | 2580 | + ----------------------------+ 1 row in set (1.03 sec) mysql>explain select count (vehicle_id) from rep_corp_vehicle_online_count; + -------------------+ | count (vehicle_id) | + -------------------+ | 1239911 | + -------------------+ 1 row in set (0.00 sec) |
最后处理,创建索引:
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mysql> create index r_c_v on rep_corp_vehicle_online_count(corp_id,vehicle_id); Query OK, 1487993 rows affected (6.09 sec) Records: 1487993 Duplicates: 0 Warnings: 0 mysql> show index from rep_corp_vehicle_online_count; + -------------------------------+------------+----------+--------------+-------------+-----------+-------------+----------+--------+------+------------+---------+---------------+ | Table | Non_unique | Key_name | Seq_in_index | Column_name | Collation | Cardinality | Sub_part | Packed | Null | Index_type | Comment | Index_comment | + -------------------------------+------------+----------+--------------+-------------+-----------+-------------+----------+--------+------+------------+---------+---------------+ | rep_corp_vehicle_online_count | 0 | PRIMARY | 1 | id | A | 1490176 | NULL | NULL | | BTREE | | | | rep_corp_vehicle_online_count | 1 | r_c_v | 1 | corp_id | A | 18 | NULL | NULL | | BTREE | | | | rep_corp_vehicle_online_count | 1 | r_c_v | 2 | vehicle_id | A | 2596 | NULL | NULL | | BTREE | | | + -------------------------------+------------+----------+--------------+-------------+-----------+-------------+----------+--------+------+------------+---------+---------------+ 3 rows in set (0.00 sec) |
添加索引过后负载降低到了1.73:
以上内容是小编给大家介绍的Mysql数据库之索引优化 ,希望对大家学习有所帮助!